An enormous variety of astronomical observations indicate the presence of mass discrepancies in the universe, ranging from individual galaxies to the entire cosmos. The usual interpretation of this evidence is that the universe is filled with some as yet unidentified form of non-baryonic cold dark matter. I will discuss this hypothesis and also the possibility that a modification of gravity is instead to blame.